Cloud Deployment Blueprint
Use this as a reference architecture for cloud deployments.
Single-Node Setup
Good for early production stages.
- App + Redis + Timescale + ML infer on one host.
- Nginx as ingress with HTTPS.
- Regular backups and strict firewall rules.
Multi-Node Setup
For higher reliability and scale.
- Stateless app nodes behind load balancer.
- Managed or dedicated DB node.
- Dedicated Redis node.
- Dedicated ML inference node(s).
Non-Functional Requirements
- Centralized logs
- Health checks and alerting
- Image tag pinning for reproducible deploys
- Rollback automation for app and model aliases